Pandas Profiling Report

Dataset statistics

Number of variables	28
Number of observations	150000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	115
Duplicate rows (%)	0.1%
Total size in memory	32.0 MiB
Average record size in memory	224.0 B

Variable types

Numeric	26
Categorical	2

Alerts

Dataset has 115 (0.1%) duplicate rows	Duplicates
`regDate` is highly overall correlated with `price` and 6 other fields	High correlation
`power` is highly overall correlated with `price` and 3 other fields	High correlation
`price` is highly overall correlated with `regDate` and 8 other fields	High correlation
`v_0` is highly overall correlated with `regDate` and 9 other fields	High correlation
`v_1` is highly overall correlated with `v_6` and 2 other fields	High correlation
`v_2` is highly overall correlated with `regDate` and 6 other fields	High correlation
`v_3` is highly overall correlated with `regDate` and 7 other fields	High correlation
`v_4` is highly overall correlated with `v_5` and 2 other fields	High correlation
`v_5` is highly overall correlated with `power` and 4 other fields	High correlation
`v_6` is highly overall correlated with `v_1` and 2 other fields	High correlation
`v_7` is highly overall correlated with `v_2`	High correlation
`v_8` is highly overall correlated with `regDate` and 6 other fields	High correlation
`v_9` is highly overall correlated with `v_4` and 2 other fields	High correlation
`v_10` is highly overall correlated with `price` and 4 other fields	High correlation
`v_11` is highly overall correlated with `v_1` and 3 other fields	High correlation
`v_12` is highly overall correlated with `regDate` and 6 other fields	High correlation
`v_13` is highly overall correlated with `v_4` and 2 other fields	High correlation
`transformed_price` is highly overall correlated with `regDate` and 8 other fields	High correlation
`notRepairedDamage` is highly imbalanced (54.6%)	Imbalance
`creatDate` is highly skewed (γ1 = -79.01331042)	Skewed
`model` has 11763 (7.8%) zeros	Zeros
`brand` has 31480 (21.0%) zeros	Zeros
`bodyType` has 45926 (30.6%) zeros	Zeros
`fuelType` has 100336 (66.9%) zeros	Zeros
`power` has 12829 (8.6%) zeros	Zeros
`v_5` has 4485 (3.0%) zeros	Zeros
`v_6` has 35465 (23.6%) zeros	Zeros
`v_7` has 5467 (3.6%) zeros	Zeros
`v_8` has 1597 (1.1%) zeros	Zeros
`v_9` has 3486 (2.3%) zeros	Zeros

Reproduction

Analysis started	2023-05-25 23:42:15.907420
Analysis finished	2023-05-25 23:46:49.666549
Duration	4 minutes and 33.76 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

regDate
Real number (ℝ)

Distinct	3894
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20034171

Minimum	19910001
Maximum	20151212
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	19910001
5-th percentile	19950209
Q1	19990912
median	20030912
Q3	20071109
95-th percentile	20120811
Maximum	20151212
Range	241211
Interquartile range (IQR)	80197

Descriptive statistics

Standard deviation	53649.879
Coefficient of variation (CV)	0.0026779187
Kurtosis	-0.69730783
Mean	20034171
Median Absolute Deviation (MAD)	40096
Skewness	0.028495079
Sum	3.0051256 × 10¹²
Variance	2.8783095 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20000008	180	0.1%
20000011	158	0.1%
20000010	157	0.1%
20000004	157	0.1%
20000002	155	0.1%
20000009	154	0.1%
20000005	151	0.1%
20000001	149	0.1%
20000006	143	0.1%
20000007	142	0.1%
Other values (3884)	148454	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19910001	14	< 0.1%
19910002	14	< 0.1%
19910003	12	< 0.1%
19910004	11	< 0.1%
19910005	15	< 0.1%
19910006	15	< 0.1%
19910007	18	< 0.1%
19910008	15	< 0.1%
19910009	15	< 0.1%
19910010	15	< 0.1%

Value	Count	Frequency (%)
20151212	1	< 0.1%
20151211	3	< 0.1%
20151210	5	< 0.1%
20151209	1	< 0.1%
20151208	4	< 0.1%
20151207	8	< 0.1%
20151206	6	< 0.1%
20151205	4	< 0.1%
20151204	2	< 0.1%
20151203	6	< 0.1%

model
Real number (ℝ)

Distinct	248
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47.128707

Minimum	0
Maximum	247
Zeros	11763
Zeros (%)	7.8%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	10
median	30
Q3	66
95-th percentile	162
Maximum	247
Range	247
Interquartile range (IQR)	56

Descriptive statistics

Standard deviation	49.536024
Coefficient of variation (CV)	1.0510796
Kurtosis	1.7405007
Mean	47.128707
Median Absolute Deviation (MAD)	24
Skewness	1.4843925
Sum	7069306
Variance	2453.8177
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	11763	7.8%
19	9573	6.4%
4	8445	5.6%
1	6038	4.0%
29	5186	3.5%
48	5052	3.4%
40	4502	3.0%
26	4496	3.0%
8	4391	2.9%
31	3827	2.6%
Other values (238)	86727	57.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11763	7.8%
1	6038	4.0%
2	286	0.2%
3	920	0.6%
4	8445	5.6%
5	2063	1.4%
6	301	0.2%
7	1460	1.0%
8	4391	2.9%
9	55	< 0.1%

Value	Count	Frequency (%)
247	1	< 0.1%
246	7	< 0.1%
245	2	< 0.1%
244	3	< 0.1%
243	4	< 0.1%
242	2	< 0.1%
241	10	< 0.1%
240	2	< 0.1%
239	14	< 0.1%
238	44	< 0.1%

brand
Real number (ℝ)

Distinct	40
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.0527333

Minimum	0
Maximum	39
Zeros	31480
Zeros (%)	21.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	6
Q3	13
95-th percentile	25
Maximum	39
Range	39
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	7.8649563
Coefficient of variation (CV)	0.97668158
Kurtosis	1.0762015
Mean	8.0527333
Median Absolute Deviation (MAD)	5
Skewness	1.1507603
Sum	1207910
Variance	61.857538
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
0	31480	21.0%
4	16737	11.2%
14	16089	10.7%
10	14249	9.5%
1	13794	9.2%
6	10217	6.8%
9	7306	4.9%
5	4665	3.1%
13	3817	2.5%
11	2945	2.0%
Other values (30)	28701	19.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	31480	21.0%
1	13794	9.2%
2	321	0.2%
3	2461	1.6%
4	16737	11.2%
5	4665	3.1%
6	10217	6.8%
7	2361	1.6%
8	2077	1.4%
9	7306	4.9%

Value	Count	Frequency (%)
39	9	< 0.1%
38	65	< 0.1%
37	333	0.2%
36	228	0.2%
35	180	0.1%
34	227	0.2%
33	218	0.1%
32	592	0.4%
31	318	0.2%
30	940	0.6%

bodyType
Real number (ℝ)

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7385267

Minimum	0
Maximum	7
Zeros	45926
Zeros (%)	30.6%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	6
Maximum	7
Range	7
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.760778
Coefficient of variation (CV)	1.0127989
Kurtosis	0.26122317
Mean	1.7385267
Median Absolute Deviation (MAD)	1
Skewness	1.0215969
Sum	260779
Variance	3.100339
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	45926	30.6%
1	35272	23.5%
2	30324	20.2%
3	13491	9.0%
4	9609	6.4%
5	7607	5.1%
6	6482	4.3%
7	1289	0.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	45926	30.6%
1	35272	23.5%
2	30324	20.2%
3	13491	9.0%
4	9609	6.4%
5	7607	5.1%
6	6482	4.3%
7	1289	0.9%

Value	Count	Frequency (%)
7	1289	0.9%
6	6482	4.3%
5	7607	5.1%
4	9609	6.4%
3	13491	9.0%
2	30324	20.2%
1	35272	23.5%
0	45926	30.6%

fuelType
Real number (ℝ)

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.35409333

Minimum	0
Maximum	6
Zeros	100336
Zeros (%)	66.9%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	6
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.53974672
Coefficient of variation (CV)	1.5243064
Kurtosis	6.2084356
Mean	0.35409333
Median Absolute Deviation (MAD)	0
Skewness	1.6804193
Sum	53114
Variance	0.29132652
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	100336	66.9%
1	46991	31.3%
2	2212	1.5%
3	262	0.2%
4	118	0.1%
5	45	< 0.1%
6	36	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	100336	66.9%
1	46991	31.3%
2	2212	1.5%
3	262	0.2%
4	118	0.1%
5	45	< 0.1%
6	36	< 0.1%

Value	Count	Frequency (%)
6	36	< 0.1%
5	45	< 0.1%
4	118	0.1%
3	262	0.2%
2	2212	1.5%
1	46991	31.3%
0	100336	66.9%

gearbox
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

0.0	117604
1.0	32396

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	450000
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	1.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	117604	78.4%
1.0	32396	21.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	117604	78.4%
1.0	32396	21.6%

Most occurring characters

Value	Count	Frequency (%)
0	267604	59.5%
.	150000	33.3%
1	32396	7.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	300000	66.7%
Other Punctuation	150000	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	267604	89.2%
1	32396	10.8%

Other Punctuation

Value	Count	Frequency (%)
.	150000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	450000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	267604	59.5%
.	150000	33.3%
1	32396	7.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	450000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	267604	59.5%
.	150000	33.3%
1	32396	7.2%

power
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	445
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	116.86097

Minimum	0
Maximum	600
Zeros	12829
Zeros (%)	8.6%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	75
median	110
Q3	150
95-th percentile	232
Maximum	600
Range	600
Interquartile range (IQR)	75

Descriptive statistics

Standard deviation	70.075256
Coefficient of variation (CV)	0.59964635
Kurtosis	4.8080974
Mean	116.86097
Median Absolute Deviation (MAD)	37
Skewness	1.2428785
Sum	17529146
Variance	4910.5415
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12829	8.6%
75	9593	6.4%
150	6495	4.3%
60	6374	4.2%
140	5963	4.0%
101	5537	3.7%
116	5177	3.5%
90	4890	3.3%
170	4791	3.2%
105	4457	3.0%
Other values (435)	83894	55.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12829	8.6%
1	8	< 0.1%
2	3	< 0.1%
3	3	< 0.1%
4	9	< 0.1%
5	42	< 0.1%
6	5	< 0.1%
7	3	< 0.1%
8	3	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
600	150	0.1%
587	1	< 0.1%
585	3	< 0.1%
584	1	< 0.1%
583	1	< 0.1%
580	1	< 0.1%
579	5	< 0.1%
575	1	< 0.1%
572	1	< 0.1%
570	1	< 0.1%

kilometer
Real number (ℝ)

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.59716

Minimum	0.5
Maximum	15
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0.5
5-th percentile	4
Q1	12.5
median	15
Q3	15
95-th percentile	15
Maximum	15
Range	14.5
Interquartile range (IQR)	2.5

Descriptive statistics

Standard deviation	3.9195755
Coefficient of variation (CV)	0.31114755
Kurtosis	1.1419342
Mean	12.59716
Median Absolute Deviation (MAD)	0
Skewness	-1.5259214
Sum	1889574
Variance	15.363072
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
15	96877	64.6%
12.5	15722	10.5%
10	6459	4.3%
9	5257	3.5%
8	4573	3.0%
7	4084	2.7%
6	3725	2.5%
5	3144	2.1%
4	2718	1.8%
3	2501	1.7%
Other values (3)	4940	3.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.5	1840	1.2%
1	746	0.5%
2	2354	1.6%
3	2501	1.7%
4	2718	1.8%
5	3144	2.1%
6	3725	2.5%
7	4084	2.7%
8	4573	3.0%
9	5257	3.5%

Value	Count	Frequency (%)
15	96877	64.6%
12.5	15722	10.5%
10	6459	4.3%
9	5257	3.5%
8	4573	3.0%
7	4084	2.7%
6	3725	2.5%
5	3144	2.1%
4	2718	1.8%
3	2501	1.7%

notRepairedDamage
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

0.0	135685
1.0	14315

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	450000
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	135685	90.5%
1.0	14315	9.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	135685	90.5%
1.0	14315	9.5%

Most occurring characters

Value	Count	Frequency (%)
0	285685	63.5%
.	150000	33.3%
1	14315	3.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	300000	66.7%
Other Punctuation	150000	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	285685	95.2%
1	14315	4.8%

Other Punctuation

Value	Count	Frequency (%)
.	150000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	450000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	285685	63.5%
.	150000	33.3%
1	14315	3.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	450000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	285685	63.5%
.	150000	33.3%
1	14315	3.2%

regionCode
Real number (ℝ)

Distinct	7905
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2583.0773

Minimum	0
Maximum	8120
Zeros	63
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	188
Q1	1018
median	2196
Q3	3843
95-th percentile	6244.05
Maximum	8120
Range	8120
Interquartile range (IQR)	2825

Descriptive statistics

Standard deviation	1885.3632
Coefficient of variation (CV)	0.72989037
Kurtosis	-0.34083178
Mean	2583.0773
Median Absolute Deviation (MAD)	1349
Skewness	0.68888118
Sum	3.8746159 × 10⁸
Variance	3554594.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
419	369	0.2%
764	258	0.2%
125	137	0.1%
176	136	0.1%
462	134	0.1%
428	132	0.1%
1184	130	0.1%
24	130	0.1%
122	129	0.1%
828	126	0.1%
Other values (7895)	148319	98.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	63	< 0.1%
1	17	< 0.1%
2	26	< 0.1%
3	30	< 0.1%
4	65	< 0.1%
5	39	< 0.1%
6	40	< 0.1%
7	7	< 0.1%
8	25	< 0.1%
9	7	< 0.1%

Value	Count	Frequency (%)
8120	1	< 0.1%
8117	1	< 0.1%
8113	1	< 0.1%
8112	1	< 0.1%
8109	1	< 0.1%
8107	1	< 0.1%
8106	1	< 0.1%
8105	1	< 0.1%
8104	1	< 0.1%
8103	2	< 0.1%

creatDate
Real number (ℝ)

Distinct	96
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20160331

Minimum	20150618
Maximum	20160407
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	20150618
5-th percentile	20160307
Q1	20160313
median	20160321
Q3	20160329
95-th percentile	20160404
Maximum	20160407
Range	9789
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	106.73281
Coefficient of variation (CV)	5.2941993 × 10^-6
Kurtosis	6881.0803
Mean	20160331
Median Absolute Deviation (MAD)	8
Skewness	-79.01331
Sum	3.0240496 × 10¹²
Variance	11391.892
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20160403	5848	3.9%
20160404	5606	3.7%
20160320	5485	3.7%
20160312	5383	3.6%
20160402	5382	3.6%
20160321	5361	3.6%
20160314	5278	3.5%
20160328	5218	3.5%
20160319	5213	3.5%
20160307	5203	3.5%
Other values (86)	96023	64.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20150618	1	< 0.1%
20150807	1	< 0.1%
20150810	1	< 0.1%
20150904	2	< 0.1%
20150909	1	< 0.1%
20151108	1	< 0.1%
20151112	1	< 0.1%
20151117	1	< 0.1%
20151123	2	< 0.1%
20151124	2	< 0.1%

Value	Count	Frequency (%)
20160407	223	0.1%
20160406	505	0.3%
20160405	1688	1.1%
20160404	5606	3.7%
20160403	5848	3.9%
20160402	5382	3.6%
20160401	5092	3.4%
20160331	4769	3.2%
20160330	5075	3.4%
20160329	5106	3.4%

price
Real number (ℝ)

Distinct	3763
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5923.3273

Minimum	11
Maximum	99999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	11
5-th percentile	400
Q1	1300
median	3250
Q3	7700
95-th percentile	19970
Maximum	99999
Range	99988
Interquartile range (IQR)	6400

Descriptive statistics

Standard deviation	7501.9985
Coefficient of variation (CV)	1.2665176
Kurtosis	18.995183
Mean	5923.3273
Median Absolute Deviation (MAD)	2351
Skewness	3.3464868
Sum	8.884991 × 10⁸
Variance	56279981
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
500	2337	1.6%
1500	2158	1.4%
1200	1922	1.3%
1000	1850	1.2%
2500	1821	1.2%
600	1535	1.0%
3500	1533	1.0%
800	1513	1.0%
2000	1378	0.9%
999	1356	0.9%
Other values (3753)	132597	88.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11	2	< 0.1%
12	3	< 0.1%
13	6	< 0.1%
14	1	< 0.1%
15	13	< 0.1%
16	1	< 0.1%
17	1	< 0.1%
20	14	< 0.1%
25	15	< 0.1%
29	1	< 0.1%

Value	Count	Frequency (%)
99999	5	< 0.1%
99990	1	< 0.1%
99900	1	< 0.1%
98430	1	< 0.1%
98000	2	< 0.1%
97500	1	< 0.1%
95400	1	< 0.1%
95000	1	< 0.1%
93900	1	< 0.1%
93490	1	< 0.1%

v_0
Real number (ℝ)

Distinct	143997
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44.406268

Minimum	30.451976
Maximum	52.304178
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	30.451976
5-th percentile	40.99571
Q1	43.135799
median	44.610266
Q3	46.004721
95-th percentile	47.747258
Maximum	52.304178
Range	21.852202
Interquartile range (IQR)	2.868922

Descriptive statistics

Standard deviation	2.4575479
Coefficient of variation (CV)	0.055342366
Kurtosis	3.993841
Mean	44.406268
Median Absolute Deviation (MAD)	1.4315966
Skewness	-1.3167123
Sum	6660940.1
Variance	6.0395417
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
45.34911469	20	< 0.1%
48.0872165	16	< 0.1%
47.84035689	15	< 0.1%
47.56845031	15	< 0.1%
48.25143023	15	< 0.1%
48.61814962	15	< 0.1%
48.26590733	14	< 0.1%
47.80298905	14	< 0.1%
48.43343972	14	< 0.1%
47.66644402	12	< 0.1%
Other values (143987)	149850	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30.45197649	1	< 0.1%
30.6073942	1	< 0.1%
30.82789938	1	< 0.1%
30.8293016	1	< 0.1%
31.00220029	1	< 0.1%
31.13332226	1	< 0.1%
31.1672467	1	< 0.1%
31.19599597	1	< 0.1%
31.20472404	1	< 0.1%
31.35749359	1	< 0.1%

Value	Count	Frequency (%)
52.30417826	1	< 0.1%
51.88151656	1	< 0.1%
51.81542136	1	< 0.1%
51.71244476	1	< 0.1%
51.70440641	1	< 0.1%
51.68533666	1	< 0.1%
51.67110972	1	< 0.1%
51.53702837	1	< 0.1%
51.50328004	1	< 0.1%
51.49904119	1	< 0.1%

v_1
Real number (ℝ)

Distinct	143998
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.044809123

Minimum	-4.2955889
Maximum	7.3203084
Zeros	0
Zeros (%)	0.0%
Negative	84634
Negative (%)	56.4%
Memory size	1.1 MiB

Quantile statistics

Minimum	-4.2955889
5-th percentile	-3.3151056
Q1	-3.1923493
median	-3.0526714
Q3	4.0006698
95-th percentile	5.1564935
Maximum	7.3203084
Range	11.615897
Interquartile range (IQR)	7.1930191

Descriptive statistics

Standard deviation	3.641893
Coefficient of variation (CV)	-81.275704
Kurtosis	-1.753017
Mean	-0.044809123
Median Absolute Deviation (MAD)	0.24736096
Skewness	0.35945429
Sum	-6721.3685
Variance	13.263385
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-3.245133027	20	< 0.1%
3.183322711	16	< 0.1%
3.354949272	15	< 0.1%
2.796738683	15	< 0.1%
1.942731923	15	< 0.1%
3.116687784	15	< 0.1%
3.195363167	14	< 0.1%
2.886858389	14	< 0.1%
3.396243998	14	< 0.1%
3.400294632	12	< 0.1%
Other values (143988)	149850	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.295588903	1	< 0.1%
-4.236904217	1	< 0.1%
-4.200243504	1	< 0.1%
-4.169894283	1	< 0.1%
-4.11464681	1	< 0.1%
-4.113637116	1	< 0.1%
-4.094806822	1	< 0.1%
-4.092314283	1	< 0.1%
-4.076773353	1	< 0.1%
-4.066382172	1	< 0.1%

Value	Count	Frequency (%)
7.320308375	1	< 0.1%
7.299601831	1	< 0.1%
7.270447755	1	< 0.1%
7.251385223	1	< 0.1%
7.189598872	1	< 0.1%
7.094314527	1	< 0.1%
7.073286121	1	< 0.1%
7.016977744	1	< 0.1%
7.005886041	1	< 0.1%
6.990545362	1	< 0.1%

v_2
Real number (ℝ)

Distinct	143997
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.080765058

Minimum	-4.4706714
Maximum	19.035496
Zeros	0
Zeros (%)	0.0%
Negative	99360
Negative (%)	66.2%
Memory size	1.1 MiB

Quantile statistics

Minimum	-4.4706714
5-th percentile	-1.7806403
Q1	-0.9706712
median	-0.38294689
Q3	0.24133485
95-th percentile	1.2280789
Maximum	19.035496
Range	23.506168
Interquartile range (IQR)	1.2120061

Descriptive statistics

Standard deviation	2.9296179
Coefficient of variation (CV)	36.273334
Kurtosis	23.860591
Mean	0.080765058
Median Absolute Deviation (MAD)	0.60519791
Skewness	4.8425559
Sum	12114.759
Variance	8.5826613
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.3498599506	20	< 0.1%
0.8265767659	16	< 0.1%
0.9806164814	15	< 0.1%
0.8877624977	15	< 0.1%
-0.1583641418	15	< 0.1%
0.0307076025	15	< 0.1%
-0.1289230628	14	< 0.1%
0.9858723586	14	< 0.1%
-0.0281644461	14	< 0.1%
0.9579955007	12	< 0.1%
Other values (143987)	149850	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.47067143	1	< 0.1%
-4.155742905	1	< 0.1%
-4.022534299	1	< 0.1%
-3.741392553	1	< 0.1%
-3.737970421	2	< 0.1%
-3.68677156	1	< 0.1%
-3.682250972	1	< 0.1%
-3.675345093	1	< 0.1%
-3.507759003	1	< 0.1%
-3.489002191	1	< 0.1%

Value	Count	Frequency (%)
19.0354965	1	< 0.1%
18.99430891	1	< 0.1%
18.80211771	1	< 0.1%
18.67641395	1	< 0.1%
18.65675078	1	< 0.1%
18.65604742	1	< 0.1%
18.62893923	1	< 0.1%
18.60843557	1	< 0.1%
18.59142716	1	< 0.1%
18.57870597	1	< 0.1%

v_3
Real number (ℝ)

Distinct	143998
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.078833423

Minimum	-7.2750367
Maximum	9.8547015
Zeros	0
Zeros (%)	0.0%
Negative	72655
Negative (%)	48.4%
Memory size	1.1 MiB

Quantile statistics

Minimum	-7.2750367
5-th percentile	-3.1737229
Q1	-1.46258
median	0.099721985
Q3	1.5658382
95-th percentile	3.345999
Maximum	9.8547015
Range	17.129738
Interquartile range (IQR)	3.0284182

Descriptive statistics

Standard deviation	2.026514
Coefficient of variation (CV)	25.70628
Kurtosis	-0.41800589
Mean	0.078833423
Median Absolute Deviation (MAD)	1.5117559
Skewness	0.10629204
Sum	11825.014
Variance	4.1067591
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.2182005123	20	< 0.1%
-1.312989982	16	< 0.1%
-1.619872925	15	< 0.1%
-1.61243245	15	< 0.1%
-2.006612314	15	< 0.1%
-1.382756053	15	< 0.1%
-1.690953035	14	< 0.1%
-1.713509257	14	< 0.1%
-1.881849681	14	< 0.1%
-1.199487739	12	< 0.1%
Other values (143988)	149850	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-7.275036707	1	< 0.1%
-5.817029459	1	< 0.1%
-5.50069172	1	< 0.1%
-5.455090672	1	< 0.1%
-5.416255161	1	< 0.1%
-5.41133044	1	< 0.1%
-5.409722417	1	< 0.1%
-5.400667117	1	< 0.1%
-5.331371291	1	< 0.1%
-5.327160595	1	< 0.1%

Value	Count	Frequency (%)
9.854701534	1	< 0.1%
9.369226864	1	< 0.1%
9.181525054	1	< 0.1%
9.121567529	1	< 0.1%
9.102653962	1	< 0.1%
9.026275904	1	< 0.1%
8.863299311	1	< 0.1%
8.787827805	1	< 0.1%
8.699457621	1	< 0.1%
8.672858356	1	< 0.1%

v_4
Real number (ℝ)

Distinct	143998
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.017874615

Minimum	-4.3645652
Maximum	6.8293516
Zeros	0
Zeros (%)	0.0%
Negative	77887
Negative (%)	51.9%
Memory size	1.1 MiB

Quantile statistics

Minimum	-4.3645652
5-th percentile	-1.6946815
Q1	-0.92119148
median	-0.075910429
Q3	0.86875844
95-th percentile	2.1008146
Maximum	6.8293516
Range	11.193917
Interquartile range (IQR)	1.7899499

Descriptive statistics

Standard deviation	1.1936614
Coefficient of variation (CV)	66.779699
Kurtosis	-0.19729524
Mean	0.017874615
Median Absolute Deviation (MAD)	0.88815762
Skewness	0.36798897
Sum	2681.1922
Variance	1.4248275
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.626828233	20	< 0.1%
0.6967751761	16	< 0.1%
1.23545786	15	< 0.1%
-0.3649862222	15	< 0.1%
-0.3658995025	15	< 0.1%
-0.3798153928	15	< 0.1%
-0.3932832081	14	< 0.1%
-0.3048146874	14	< 0.1%
1.617135927	14	< 0.1%
-0.2910286045	12	< 0.1%
Other values (143988)	149850	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.364565242	1	< 0.1%
-4.233625966	1	< 0.1%
-4.211500995	1	< 0.1%
-4.156168164	1	< 0.1%
-4.095555032	1	< 0.1%
-4.068386996	1	< 0.1%
-4.052596216	1	< 0.1%
-4.047408072	1	< 0.1%
-4.031993263	1	< 0.1%
-4.025980936	1	< 0.1%

Value	Count	Frequency (%)
6.82935164	1	< 0.1%
4.95909398	1	< 0.1%
4.955469803	1	< 0.1%
4.87727069	1	< 0.1%
4.846567074	1	< 0.1%
4.773484372	1	< 0.1%
4.772406485	1	< 0.1%
4.737806104	1	< 0.1%
4.718781351	1	< 0.1%
4.701143925	1	< 0.1%

v_5
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	139624
Distinct (%)	93.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.24820353

Minimum	0
Maximum	0.29183811
Zeros	4485
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0.22705934
Q1	0.24361535
median	0.25779797
Q3	0.26529726
95-th percentile	0.27790349
Maximum	0.29183811
Range	0.29183811
Interquartile range (IQR)	0.021681906

Descriptive statistics

Standard deviation	0.045803971
Coefficient of variation (CV)	0.18454198
Kurtosis	22.934081
Mean	0.24820353
Median Absolute Deviation (MAD)	0.0096770482
Skewness	-4.7370939
Sum	37230.529
Variance	0.0020980038
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4485	3.0%
0.2694058132	20	< 0.1%
0.2562264318	16	< 0.1%
0.2657638553	15	< 0.1%
0.2609957841	15	< 0.1%
0.2770966197	15	< 0.1%
0.2610820816	15	< 0.1%
0.263125818	14	< 0.1%
0.2773974215	14	< 0.1%
0.2606313746	14	< 0.1%
Other values (139614)	145377	96.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4485	3.0%
1.182991951 × 10^-5	1	< 0.1%
3.541627639 × 10^-5	1	< 0.1%
4.983770368 × 10^-5	1	< 0.1%
9.987459124 × 10^-5	1	< 0.1%
0.0001319884273	1	< 0.1%
0.0001341899907	1	< 0.1%
0.0001389430213	1	< 0.1%
0.0002295379476	2	< 0.1%
0.0002457688932	1	< 0.1%

Value	Count	Frequency (%)
0.2918381131	1	< 0.1%
0.2916221047	1	< 0.1%
0.291473069	1	< 0.1%
0.2914312843	1	< 0.1%
0.291293837	1	< 0.1%
0.2912163495	1	< 0.1%
0.2912007402	1	< 0.1%
0.2911755611	1	< 0.1%
0.2911123139	1	< 0.1%
0.2910892738	1	< 0.1%

v_6
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	109766
Distinct (%)	73.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.044923004

Minimum	0
Maximum	0.1514196
Zeros	35465
Zeros (%)	23.6%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3.8110998 × 10^-5
median	0.00081205862
Q3	0.1020093
95-th percentile	0.11964059
Maximum	0.1514196
Range	0.1514196
Interquartile range (IQR)	0.10197119

Descriptive statistics

Standard deviation	0.051742787
Coefficient of variation (CV)	1.1518105
Kurtosis	-1.7425667
Mean	0.044923004
Median Absolute Deviation (MAD)	0.00081205862
Skewness	0.36807304
Sum	6738.4506
Variance	0.0026773161
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	35465	23.6%
5.281627533 × 10^-5	20	< 0.1%
0.09347230563	16	< 0.1%
0.07521186781	15	< 0.1%
0.09188745529	15	< 0.1%
0.09502883385	15	< 0.1%
0.08756163723	15	< 0.1%
0.09285305161	14	< 0.1%
0.08870361553	14	< 0.1%
0.09545229844	14	< 0.1%
Other values (109756)	114397	76.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	35465	23.6%
1.498903956 × 10^-8	1	< 0.1%
1.855559964 × 10^-8	1	< 0.1%
3.458416163 × 10^-8	1	< 0.1%
5.365260697 × 10^-8	1	< 0.1%
6.360355517 × 10^-8	1	< 0.1%
8.652398178 × 10^-8	1	< 0.1%
1.114472255 × 10^-7	1	< 0.1%
1.211383514 × 10^-7	1	< 0.1%
1.306585345 × 10^-7	1	< 0.1%

Value	Count	Frequency (%)
0.1514195959	1	< 0.1%
0.1511057713	1	< 0.1%
0.1503892133	1	< 0.1%
0.1503220462	1	< 0.1%
0.1499101503	1	< 0.1%
0.149584872	1	< 0.1%
0.1495521597	1	< 0.1%
0.148994472	1	< 0.1%
0.1483283726	1	< 0.1%
0.1478861386	1	< 0.1%

v_7
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	138709
Distinct (%)	92.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.12469246

Minimum	0
Maximum	1.4049364
Zeros	5467
Zeros (%)	3.6%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0.007337314
Q1	0.062473533
median	0.095865898
Q3	0.12524294
95-th percentile	0.1681911
Maximum	1.4049364
Range	1.4049364
Interquartile range (IQR)	0.062769412

Descriptive statistics

Standard deviation	0.20140953
Coefficient of variation (CV)	1.6152503
Kurtosis	25.845489
Mean	0.12469246
Median Absolute Deviation (MAD)	0.031055391
Skewness	5.130233
Sum	18703.869
Variance	0.040565799
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5467	3.6%
0.1242125722	20	< 0.1%
0.1302719182	16	< 0.1%
0.05167975228	15	< 0.1%
0.08159521024	15	< 0.1%
0.139667344	15	< 0.1%
0.1409074869	15	< 0.1%
0.1408648003	14	< 0.1%
0.0451710962	14	< 0.1%
0.07292957058	14	< 0.1%
Other values (138699)	144395	96.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5467	3.6%
8.788703506 × 10^-7	1	< 0.1%
4.967235703 × 10^-6	1	< 0.1%
5.313628437 × 10^-6	1	< 0.1%
7.115923657 × 10^-6	1	< 0.1%
9.02865141 × 10^-6	1	< 0.1%
1.028944288 × 10^-5	1	< 0.1%
1.411220448 × 10^-5	1	< 0.1%
1.482224932 × 10^-5	1	< 0.1%
1.720118199 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
1.404936375	1	< 0.1%
1.401999012	1	< 0.1%
1.387846594	1	< 0.1%
1.385366787	1	< 0.1%
1.372934179	1	< 0.1%
1.371788211	1	< 0.1%
1.361038928	1	< 0.1%
1.355847455	1	< 0.1%
1.350293272	1	< 0.1%
1.349305751	1	< 0.1%

v_8
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	142451
Distinct (%)	95.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.058143855

Minimum	0
Maximum	0.16079099
Zeros	1597
Zeros (%)	1.1%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0.013531564
Q1	0.035333687
median	0.057013598
Q3	0.079381571
95-th percentile	0.1087994
Maximum	0.16079099
Range	0.16079099
Interquartile range (IQR)	0.044047884

Descriptive statistics

Standard deviation	0.029185756
Coefficient of variation (CV)	0.5019577
Kurtosis	-0.63622526
Mean	0.058143855
Median Absolute Deviation (MAD)	0.021998981
Skewness	0.20461326
Sum	8721.5782
Variance	0.00085180833
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1597	1.1%
0.06735800888	20	< 0.1%
0.07474168883	16	< 0.1%
0.08469556352	15	< 0.1%
0.0732681433	15	< 0.1%
0.07666355645	15	< 0.1%
0.07590468059	15	< 0.1%
0.07865835259	14	< 0.1%
0.07537557616	14	< 0.1%
0.08058404544	14	< 0.1%
Other values (142441)	148265	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1597	1.1%
9.229282312 × 10^-7	1	< 0.1%
2.029666399 × 10^-6	1	< 0.1%
4.413213728 × 10^-6	1	< 0.1%
6.403629719 × 10^-6	1	< 0.1%
7.995614707 × 10^-6	1	< 0.1%
1.003058269 × 10^-5	1	< 0.1%
1.39975955 × 10^-5	1	< 0.1%
2.333513684 × 10^-5	1	< 0.1%
2.457165374 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
0.1607909853	1	< 0.1%
0.1597096024	1	< 0.1%
0.1577662813	1	< 0.1%
0.1555761419	1	< 0.1%
0.1538494068	1	< 0.1%
0.1534977751	1	< 0.1%
0.1534439223	1	< 0.1%
0.1532394252	1	< 0.1%
0.1523150865	1	< 0.1%
0.1520849765	1	< 0.1%

v_9
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	140617
Distinct (%)	93.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.061995895

Minimum	0
Maximum	0.22278749
Zeros	3486
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0.0094964961
Q1	0.033930177
median	0.058483667
Q3	0.087490548
95-th percentile	0.12484144
Maximum	0.22278749
Range	0.22278749
Interquartile range (IQR)	0.053560371

Descriptive statistics

Standard deviation	0.035691979
Coefficient of variation (CV)	0.5757152
Kurtosis	-0.32149118
Mean	0.061995895
Median Absolute Deviation (MAD)	0.026549849
Skewness	0.41950075
Sum	9299.3842
Variance	0.0012739173
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3486	2.3%
0.01486672915	20	< 0.1%
0.08276476968	16	< 0.1%
0.04587739606	15	< 0.1%
0.04676530325	15	< 0.1%
0.1011497378	15	< 0.1%
0.05153510167	15	< 0.1%
0.04961071498	14	< 0.1%
0.04820274816	14	< 0.1%
0.11088657	14	< 0.1%
Other values (140607)	146376	97.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3486	2.3%
1.271994569 × 10^-6	1	< 0.1%
3.552864466 × 10^-6	1	< 0.1%
5.529589418 × 10^-6	1	< 0.1%
7.708846052 × 10^-6	1	< 0.1%
1.116667106 × 10^-5	1	< 0.1%
1.12864626 × 10^-5	1	< 0.1%
1.168502825 × 10^-5	1	< 0.1%
1.377531526 × 10^-5	1	< 0.1%
1.44913339 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
0.2227874876	1	< 0.1%
0.2136169591	1	< 0.1%
0.2117691737	1	< 0.1%
0.211074674	1	< 0.1%
0.2104021627	1	< 0.1%
0.2077164321	1	< 0.1%
0.2058236921	1	< 0.1%
0.2057341112	1	< 0.1%
0.2016334275	1	< 0.1%
0.2014128192	1	< 0.1%

v_10
Real number (ℝ)

Distinct	143997
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0010002388

Minimum	-9.1681924
Maximum	12.357011
Zeros	0
Zeros (%)	0.0%
Negative	63813
Negative (%)	42.5%
Memory size	1.1 MiB

Quantile statistics

Minimum	-9.1681924
5-th percentile	-5.6589034
Q1	-3.7223029
median	1.6240763
Q3	2.8443568
95-th percentile	4.0561721
Maximum	12.357011
Range	21.525203
Interquartile range (IQR)	6.5666597

Descriptive statistics

Standard deviation	3.7723864
Coefficient of variation (CV)	-3771.4857
Kurtosis	-0.57793506
Mean	-0.0010002388
Median Absolute Deviation (MAD)	2.148034
Skewness	0.025220464
Sum	-150.03582
Variance	14.230899
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.329386406	20	< 0.1%
-4.303480552	16	< 0.1%
-3.163235777	15	< 0.1%
-4.047399926	15	< 0.1%
-4.757358503	15	< 0.1%
-4.383928893	15	< 0.1%
-4.815884497	14	< 0.1%
-3.950857205	14	< 0.1%
-4.686442272	14	< 0.1%
-4.294578317	12	< 0.1%
Other values (143987)	149850	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9.16819241	1	< 0.1%
-9.109525099	1	< 0.1%
-8.798809873	1	< 0.1%
-8.776898545	1	< 0.1%
-8.563886287	1	< 0.1%
-8.531404712	1	< 0.1%
-8.439577663	1	< 0.1%
-8.436945425	1	< 0.1%
-8.420194943	1	< 0.1%
-8.403006064	1	< 0.1%

Value	Count	Frequency (%)
12.35701062	1	< 0.1%
12.3193027	1	< 0.1%
12.28529882	1	< 0.1%
12.18050295	1	< 0.1%
12.16900107	1	< 0.1%
12.14841596	1	< 0.1%
12.14642666	1	< 0.1%
12.13089307	1	< 0.1%
12.118343	1	< 0.1%
12.10309392	1	< 0.1%

v_11
Real number (ℝ)

Distinct	143997
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0090345435

Minimum	-5.5582067
Maximum	18.819042
Zeros	0
Zeros (%)	0.0%
Negative	83038
Negative (%)	55.4%
Memory size	1.1 MiB

Quantile statistics

Minimum	-5.5582067
5-th percentile	-3.3737624
Q1	-1.951543
median	-0.3580527
Q3	1.2550217
95-th percentile	2.8407118
Maximum	18.819042
Range	24.377249
Interquartile range (IQR)	3.2065647

Descriptive statistics

Standard deviation	3.2860712
Coefficient of variation (CV)	363.723
Kurtosis	12.568731
Mean	0.0090345435
Median Absolute Deviation (MAD)	1.603479
Skewness	3.0291458
Sum	1355.1815
Variance	10.798264
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-2.255590644	20	< 0.1%
-0.3300530272	16	< 0.1%
-0.8026135578	15	< 0.1%
-0.07987170397	15	< 0.1%
-1.107940254	15	< 0.1%
-1.436493608	15	< 0.1%
-1.124892465	14	< 0.1%
-0.3059463708	14	< 0.1%
-1.229805655	14	< 0.1%
0.09586985004	12	< 0.1%
Other values (143987)	149850	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5.558206704	1	< 0.1%
-5.403044225	1	< 0.1%
-5.391154102	1	< 0.1%
-5.366580189	1	< 0.1%
-5.362860991	1	< 0.1%
-5.357751062	1	< 0.1%
-5.323257711	1	< 0.1%
-5.319742393	1	< 0.1%
-5.306671718	2	< 0.1%
-5.300744095	1	< 0.1%

Value	Count	Frequency (%)
18.81904247	1	< 0.1%
18.80207184	1	< 0.1%
18.80121836	1	< 0.1%
18.7871018	1	< 0.1%
18.76544301	1	< 0.1%
18.75896469	1	< 0.1%
18.74829267	1	< 0.1%
18.74622928	1	< 0.1%
18.74444509	1	< 0.1%
18.73119891	1	< 0.1%

v_12
Real number (ℝ)

Distinct	143997
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0048125953

Minimum	-9.6395521
Maximum	13.847792
Zeros	0
Zeros (%)	0.0%
Negative	77843
Negative (%)	51.9%
Memory size	1.1 MiB

Quantile statistics

Minimum	-9.6395521
5-th percentile	-3.7901162
Q1	-1.8718458
median	-0.13075332
Q3	1.7769329
95-th percentile	4.1004043
Maximum	13.847792
Range	23.487344
Interquartile range (IQR)	3.6487787

Descriptive statistics

Standard deviation	2.5174777
Coefficient of variation (CV)	523.10189
Kurtosis	0.26893739
Mean	0.0048125953
Median Absolute Deviation (MAD)	1.8196594
Skewness	0.3653576
Sum	721.88929
Variance	6.3376939
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.8474330653	20	< 0.1%
2.486296944	16	< 0.1%
3.097962759	15	< 0.1%
2.375255682	15	< 0.1%
2.10447048	15	< 0.1%
2.515776809	15	< 0.1%
2.260273184	14	< 0.1%
2.76974006	14	< 0.1%
2.387382343	14	< 0.1%
2.291053577	12	< 0.1%
Other values (143987)	149850	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9.639552114	1	< 0.1%
-9.404105892	1	< 0.1%
-9.288895057	1	< 0.1%
-9.223992577	1	< 0.1%
-8.679290001	1	< 0.1%
-8.29342315	1	< 0.1%
-7.994811006	1	< 0.1%
-7.940938452	1	< 0.1%
-7.882603027	1	< 0.1%
-7.781645479	1	< 0.1%

Value	Count	Frequency (%)
13.84779152	1	< 0.1%
13.56201137	1	< 0.1%
13.11304284	1	< 0.1%
13.08366141	1	< 0.1%
12.97305681	1	< 0.1%
12.96450244	1	< 0.1%
12.86928093	1	< 0.1%
12.69309179	1	< 0.1%
12.69220083	1	< 0.1%
12.53388557	1	< 0.1%

v_13
Real number (ℝ)

Distinct	143998
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00027829415

Minimum	-4.1538988
Maximum	6
Zeros	0
Zeros (%)	0.0%
Negative	76475
Negative (%)	51.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	-4.1538988
5-th percentile	-1.931084
Q1	-1.057789
median	-0.036244604
Q3	0.94281308
95-th percentile	2.1877945
Maximum	6
Range	10.153899
Interquartile range (IQR)	2.0006021

Descriptive statistics

Standard deviation	1.2887594
Coefficient of variation (CV)	4630.925
Kurtosis	-0.47061766
Mean	0.00027829415
Median Absolute Deviation (MAD)	1.0028439
Skewness	0.26449575
Sum	41.744123
Variance	1.6609007
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.698496921	20	< 0.1%
-0.04346267135	16	< 0.1%
0.548696614	15	< 0.1%
-0.8346971591	15	< 0.1%
-0.3678552551	15	< 0.1%
-0.499452746	15	< 0.1%
-0.6628001058	14	< 0.1%
-0.3759573692	14	< 0.1%
1.037323962	14	< 0.1%
-0.4777935057	12	< 0.1%
Other values (143988)	149850	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.153898796	1	< 0.1%
-4.102768496	1	< 0.1%
-4.074922408	1	< 0.1%
-4.0721217	1	< 0.1%
-4.069742029	1	< 0.1%
-4.067599018	1	< 0.1%
-4.061925627	2	< 0.1%
-4.056964719	1	< 0.1%
-4.051594748	1	< 0.1%
-4.050647538	1	< 0.1%

Value	Count	Frequency (%)
6	1	< 0.1%
5.249749785	1	< 0.1%
5.249572137	1	< 0.1%
5.23233722	1	< 0.1%
5.228602135	1	< 0.1%
5.211531428	1	< 0.1%
5.202267249	1	< 0.1%
5.154822212	1	< 0.1%
5.148795243	1	< 0.1%
5.140787075	1	< 0.1%

v_14
Real number (ℝ)

Distinct	143998
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.00071928756

Minimum	-6.546556
Maximum	4
Zeros	0
Zeros (%)	0.0%
Negative	63783
Negative (%)	42.5%
Memory size	1.1 MiB

Quantile statistics

Minimum	-6.546556
5-th percentile	-2.1091609
Q1	-0.43703367
median	0.14124599
Q3	0.68037807
95-th percentile	1.3656396
Maximum	4
Range	10.546556
Interquartile range (IQR)	1.1174117

Descriptive statistics

Standard deviation	1.0384959
Coefficient of variation (CV)	-1443.784
Kurtosis	2.3665595
Mean	-0.00071928756
Median Absolute Deviation (MAD)	0.55738124
Skewness	-1.190398
Sum	-107.89313
Variance	1.0784737
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.003014936599	20	< 0.1%
-2.290343715	16	< 0.1%
-3.059444119	15	< 0.1%
-1.330412484	15	< 0.1%
1.02748673	15	< 0.1%
0.8695861711	15	< 0.1%
-0.5508258348	14	< 0.1%
0.9797061334	14	< 0.1%
-2.488781485	14	< 0.1%
1.162447648	12	< 0.1%
Other values (143988)	149850	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-6.546555965	1	< 0.1%
-6.124708498	1	< 0.1%
-6.123291914	1	< 0.1%
-6.113291304	1	< 0.1%
-6.066107398	1	< 0.1%
-6.063769659	1	< 0.1%
-6.054216129	1	< 0.1%
-6.042293499	1	< 0.1%
-6.039043811	1	< 0.1%
-6.03287148	1	< 0.1%

Value	Count	Frequency (%)
4	1	< 0.1%
2.743992717	1	< 0.1%
2.729442487	1	< 0.1%
2.697364726	1	< 0.1%
2.628865462	1	< 0.1%
2.610131228	1	< 0.1%
2.597003108	1	< 0.1%
2.594483625	1	< 0.1%
2.589690085	1	< 0.1%
2.589234092	1	< 0.1%

transformed_price
Real number (ℝ)

Distinct	3763
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.481488

Minimum	2.6493941
Maximum	19.132177
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	2.6493941
5-th percentile	7.7333354
Q1	9.7539585
median	11.465156
Q3	13.19762
95-th percentile	15.259482
Maximum	19.132177
Range	16.482783
Interquartile range (IQR)	3.443662

Descriptive statistics

Standard deviation	2.3380253
Coefficient of variation (CV)	0.20363435
Kurtosis	-0.3656687
Mean	11.481488
Median Absolute Deviation (MAD)	1.7111979
Skewness	-0.011873572
Sum	1722223.2
Variance	5.4663623
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.101072629	2337	1.6%
10.01281994	2158	1.4%
9.610482518	1922	1.3%
9.28716035	1850	1.2%
10.96200243	1821	1.2%
8.406561847	1535	1.0%
11.60924638	1533	1.0%
8.897956444	1513	1.0%
10.54248601	1378	0.9%
9.285399378	1356	0.9%
Other values (3753)	132597	88.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.6493941	2	< 0.1%
2.755652304	3	< 0.1%
2.854070915	6	< 0.1%
2.945768968	1	< 0.1%
3.031639221	13	< 0.1%
3.112405637	1	< 0.1%
3.188663635	1	< 0.1%
3.39496835	14	< 0.1%
3.682739352	15	< 0.1%
3.877076502	1	< 0.1%

Value	Count	Frequency (%)
19.13217674	5	< 0.1%
19.13194579	1	< 0.1%
19.12963523	1	< 0.1%
19.09162306	1	< 0.1%
19.0804053	2	< 0.1%
19.06730444	1	< 0.1%
19.01159842	1	< 0.1%
19.00086026	1	< 0.1%
18.97111484	1	< 0.1%
18.959946	1	< 0.1%

Auto

Heatmap
Table

	regDate	model	brand	bodyType	fuelType	power	kilometer	regionCode	creatDate	price	v_0	v_1	v_2	v_3	v_4	v_5	v_6	v_7	v_8	v_9	v_10	v_11	v_12	v_13	v_14	transformed_price	gearbox	notRepairedDamage
regDate	1.000	0.150	0.022	0.117	0.328	0.289	-0.478	-0.003	0.003	0.779	0.640	0.159	0.624	-0.827	0.255	-0.062	0.379	0.024	0.776	0.139	-0.383	-0.254	0.753	0.417	0.312	0.779	0.151	0.141
model	0.150	1.000	0.338	0.190	0.067	0.056	-0.084	0.009	-0.002	0.102	0.053	0.106	-0.017	-0.189	0.412	-0.182	0.088	-0.256	0.178	0.396	-0.073	-0.051	0.085	0.401	-0.359	0.102	0.108	0.029
brand	0.022	0.338	1.000	0.073	-0.122	-0.076	-0.103	-0.007	0.001	-0.103	-0.153	0.047	-0.150	0.020	0.335	-0.209	-0.033	-0.238	-0.007	0.335	0.058	0.031	-0.100	0.321	-0.129	-0.103	0.209	0.042
bodyType	0.117	0.190	0.073	1.000	0.151	0.190	-0.026	0.016	0.004	0.214	0.266	0.059	-0.173	-0.238	-0.007	0.302	0.060	-0.363	0.177	0.034	-0.167	-0.264	0.106	0.036	-0.165	0.214	0.241	0.055
fuelType	0.328	0.067	-0.122	0.151	1.000	0.263	0.123	-0.014	-0.008	0.343	0.366	0.022	0.215	-0.339	-0.107	0.183	0.126	0.028	0.310	-0.132	-0.187	-0.194	0.329	-0.042	0.029	0.343	0.181	0.046
power	0.289	0.056	-0.076	0.190	0.263	1.000	-0.006	0.017	0.010	0.577	0.641	0.070	0.217	-0.490	-0.394	0.566	0.244	-0.036	0.402	-0.405	-0.370	-0.332	0.468	-0.285	-0.049	0.577	0.470	0.067
kilometer	-0.478	-0.084	-0.103	-0.026	0.123	-0.006	1.000	-0.012	-0.006	-0.410	-0.279	-0.079	-0.323	0.418	-0.234	0.124	-0.187	0.002	-0.395	-0.169	0.164	0.110	-0.373	-0.310	-0.184	-0.410	0.051	0.098
regionCode	-0.003	0.009	-0.007	0.016	-0.014	0.017	-0.012	1.000	0.006	0.006	0.001	0.032	0.005	-0.011	-0.010	0.006	0.039	-0.014	-0.001	-0.012	-0.024	0.019	0.004	-0.001	-0.009	0.006	0.025	0.012
creatDate	0.003	-0.002	0.001	0.004	-0.008	0.010	-0.006	0.006	1.000	0.021	0.016	0.012	0.008	-0.013	-0.005	0.009	0.015	-0.001	0.007	-0.004	-0.016	-0.002	0.008	-0.000	0.004	0.021	0.000	0.000
price	0.779	0.102	-0.103	0.214	0.343	0.577	-0.410	0.006	0.021	1.000	0.873	0.150	0.598	-0.925	-0.150	0.354	0.423	0.021	0.836	-0.236	-0.507	-0.410	0.860	0.053	0.189	1.000	0.309	0.121
v_0	0.640	0.053	-0.153	0.266	0.366	0.641	-0.279	0.001	0.016	0.873	1.000	0.200	0.524	-0.775	-0.312	0.575	0.490	0.062	0.633	-0.333	-0.646	-0.377	0.736	-0.185	0.026	0.873	0.352	0.178
v_1	0.159	0.106	0.047	0.059	0.022	0.070	-0.079	0.032	0.012	0.150	0.200	1.000	0.170	-0.091	0.119	0.029	0.862	-0.284	-0.189	0.117	-0.801	0.613	-0.082	0.207	0.094	0.150	0.190	0.042
v_2	0.624	-0.017	-0.150	-0.173	0.215	0.217	-0.323	0.005	0.008	0.598	0.524	0.170	1.000	-0.516	-0.065	-0.155	0.476	0.630	0.493	-0.231	-0.395	0.159	0.731	-0.003	0.218	0.598	0.182	0.126
v_3	-0.827	-0.189	0.020	-0.238	-0.339	-0.490	0.418	-0.011	-0.013	-0.925	-0.775	-0.091	-0.516	1.000	-0.010	-0.234	-0.315	0.119	-0.939	0.084	0.384	0.507	-0.863	-0.252	-0.193	-0.925	0.264	0.231
v_4	0.255	0.412	0.335	-0.007	-0.107	-0.394	-0.234	-0.010	-0.005	-0.150	-0.312	0.119	-0.065	-0.010	1.000	-0.764	0.007	-0.309	0.048	0.961	0.118	0.161	-0.135	0.932	-0.028	-0.150	0.243	0.041
v_5	-0.062	-0.182	-0.209	0.302	0.183	0.566	0.124	0.006	0.009	0.354	0.575	0.029	-0.155	-0.234	-0.764	1.000	0.123	-0.190	0.116	-0.688	-0.341	-0.392	0.193	-0.671	-0.114	0.354	0.261	0.055
v_6	0.379	0.088	-0.033	0.060	0.126	0.244	-0.187	0.039	0.015	0.423	0.490	0.862	0.476	-0.315	0.007	0.123	1.000	-0.057	0.039	-0.041	-0.935	0.515	0.234	0.093	0.099	0.423	0.155	0.035
v_7	0.024	-0.256	-0.238	-0.363	0.028	-0.036	0.002	-0.014	-0.001	0.021	0.062	-0.284	0.630	0.119	-0.309	-0.190	-0.057	1.000	-0.013	-0.377	0.135	0.157	0.222	-0.419	0.121	0.021	0.096	0.012
v_8	0.776	0.178	-0.007	0.177	0.310	0.402	-0.395	-0.001	0.007	0.836	0.633	-0.189	0.493	-0.939	0.048	0.116	0.039	-0.013	1.000	-0.071	-0.086	-0.634	0.897	0.255	0.169	0.836	0.240	0.216
v_9	0.139	0.396	0.335	0.034	-0.132	-0.405	-0.169	-0.012	-0.004	-0.236	-0.333	0.117	-0.231	0.084	0.961	-0.688	-0.041	-0.377	-0.071	1.000	0.121	0.119	-0.305	0.874	-0.076	-0.236	0.263	0.072
v_10	-0.383	-0.073	0.058	-0.167	-0.187	-0.370	0.164	-0.024	-0.016	-0.507	-0.646	-0.801	-0.395	0.384	0.118	-0.341	-0.935	0.135	-0.086	0.121	1.000	-0.358	-0.256	0.018	-0.041	-0.507	0.281	0.157
v_11	-0.254	-0.051	0.031	-0.264	-0.194	-0.332	0.110	0.019	-0.002	-0.410	-0.377	0.613	0.159	0.507	0.161	-0.392	0.515	0.157	-0.634	0.119	-0.358	1.000	-0.408	0.058	0.008	-0.410	0.232	0.087
v_12	0.753	0.085	-0.100	0.106	0.329	0.468	-0.373	0.004	0.008	0.860	0.736	-0.082	0.731	-0.863	-0.135	0.193	0.234	0.222	0.897	-0.305	-0.256	-0.408	1.000	0.019	0.118	0.860	0.280	0.222
v_13	0.417	0.401	0.321	0.036	-0.042	-0.285	-0.310	-0.001	-0.000	0.053	-0.185	0.207	-0.003	-0.252	0.932	-0.671	0.093	-0.419	0.255	0.874	0.018	0.058	0.019	1.000	0.153	0.053	0.209	0.043
v_14	0.312	-0.359	-0.129	-0.165	0.029	-0.049	-0.184	-0.009	0.004	0.189	0.026	0.094	0.218	-0.193	-0.028	-0.114	0.099	0.121	0.169	-0.076	-0.041	0.008	0.118	0.153	1.000	0.189	0.083	0.091
transformed_price	0.779	0.102	-0.103	0.214	0.343	0.577	-0.410	0.006	0.021	1.000	0.873	0.150	0.598	-0.925	-0.150	0.354	0.423	0.021	0.836	-0.236	-0.507	-0.410	0.860	0.053	0.189	1.000	0.340	0.280
gearbox	0.151	0.108	0.209	0.241	0.181	0.470	0.051	0.025	0.000	0.309	0.352	0.190	0.182	0.264	0.243	0.261	0.155	0.096	0.240	0.263	0.281	0.232	0.280	0.209	0.083	0.340	1.000	0.030
notRepairedDamage	0.141	0.029	0.042	0.055	0.046	0.067	0.098	0.012	0.000	0.121	0.178	0.042	0.126	0.231	0.041	0.055	0.035	0.012	0.216	0.072	0.157	0.087	0.222	0.043	0.091	0.280	0.030	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	regDate	model	brand	bodyType	fuelType	gearbox	power	kilometer	regionCode	creatDate	price	v_0	v_1	v_2	v_3	v_4	v_5	v_6	v_7	v_8	v_9	v_10	v_11	v_12	v_13	v_14	transformed_price
0	20040402	30.0	6	1.0	0.0	0.0	60	12.5	1046	20160404	1850.0	43.357796	3.966344	0.050257	2.159744	1.143786	0.235676	0.101988	0.129549	0.022816	0.097462	-2.881803	2.804097	-2.420821	0.795292	0.914762	10.397713
1	20030301	40.0	1	2.0	0.0	0.0	0	15.0	4366	20160309	3600.0	45.305273	5.236112	0.137925	1.380657	-1.422165	0.264777	0.121004	0.135731	0.026597	0.020582	-4.900482	2.096338	-1.030483	-1.722674	0.245522	11.664249
2	20040403	115.0	15	1.0	0.0	0.0	163	12.5	2806	20160402	6222.0	45.978359	4.823792	1.319524	-0.998467	-0.996911	0.251410	0.114912	0.165147	0.062173	0.027075	-4.846749	1.803559	1.565330	-0.832687	-0.229963	12.758106
3	19960908	109.0	10	0.0	0.0	1.0	193	15.0	434	20160312	2400.0	45.687478	4.492574	-0.050616	0.883600	-2.228079	0.274293	0.110300	0.121964	0.033395	0.000000	-4.509599	1.285940	-0.501868	-2.438353	-0.478699	10.884682
4	20120103	110.0	5	1.0	0.0	0.0	68	5.0	6977	20160313	5200.0	44.383511	2.031433	0.572169	-1.571239	2.246088	0.228036	0.073205	0.091880	0.078819	0.121534	-1.896240	0.910783	0.931110	2.834518	1.923482	12.393979
5	20090602	24.0	10	0.0	1.0	0.0	109	10.0	3690	20160319	8000.0	46.323165	-3.229285	0.156615	-1.727217	-0.345690	0.260246	0.000518	0.119838	0.090922	0.048769	1.885526	-2.721943	2.457660	-0.286973	0.206573	13.277254
6	19990411	13.0	4	0.0	0.0	1.0	150	15.0	3073	20160317	3500.0	46.104335	4.926219	0.113311	1.644606	-1.270381	0.267998	0.117675	0.142334	0.025446	0.028174	-4.902200	1.610616	-0.834605	-1.996117	-0.103180	11.609246
7	19990706	26.0	14	1.0	0.0	0.0	101	15.0	4000	20160326	1000.0	42.255586	-3.167771	-0.676693	1.942673	0.524206	0.239506	0.000000	0.122943	0.039839	0.082413	3.693829	-0.245014	-2.192810	0.236728	0.195567	9.287160
8	20030205	19.0	1	2.0	1.0	1.0	179	15.0	4679	20160326	2850.0	46.084888	4.893717	0.475333	0.556575	-1.262490	0.263833	0.116583	0.144255	0.039851	0.024388	-4.925234	1.587796	0.075348	-1.551098	0.069433	11.211934
9	19980101	7.0	7	5.0	0.0	0.0	88	15.0	302	20160402	650.0	43.074626	1.666386	-2.201545	3.096861	0.843852	0.262473	0.068267	0.012176	0.010291	0.098727	-1.089584	0.600683	-4.186210	0.198273	-1.025822	8.542124

	regDate	model	brand	bodyType	fuelType	gearbox	power	kilometer	regionCode	creatDate	price	v_0	v_1	v_2	v_3	v_4	v_5	v_6	v_7	v_8	v_9	v_10	v_11	v_12	v_13	v_14	transformed_price
149990	20011207	41.0	6	1.0	0.0	0.0	60	8.0	6068	20160331	450.0	41.583949	-3.180839	-0.979553	3.072364	1.835741	0.229719	0.000000	0.115674	0.026696	0.123634	4.084478	0.243821	-3.505239	1.285790	0.856962	7.926603
149991	20120401	47.0	1	5.0	0.0	1.0	211	5.0	4225	20160321	24950.0	48.728180	5.614035	0.703266	-3.768265	-1.347244	0.279264	0.125922	0.068898	0.095320	0.012592	-7.088874	-0.425371	4.044331	-0.633829	0.586724	15.764796
149992	20001206	32.0	8	1.0	0.0	0.0	82	15.0	5102	20160309	950.0	41.993906	-3.126642	-0.795836	1.808947	1.203226	0.234736	0.000000	0.105834	0.042096	0.102435	3.735963	-0.176973	-2.353203	0.998859	-0.085879	9.197065
149993	20041103	184.0	11	0.0	1.0	0.0	140	2.0	519	20160324	4399.0	44.175418	-3.045687	-0.886965	-1.392449	0.448469	0.255349	0.000413	0.041439	0.082465	0.074247	2.374701	-2.196298	0.642920	0.900097	-0.721607	12.059294
149994	20120107	42.0	1	1.0	0.0	0.0	122	3.0	5053	20160324	14780.0	47.055121	4.733281	1.851484	-1.885076	1.219955	0.235129	0.114628	0.170323	0.080325	0.091744	-5.138297	1.442491	2.812579	0.951352	-1.600794	14.590899
149995	20000607	121.0	10	4.0	0.0	1.0	163	15.0	4576	20160327	5900.0	45.316543	-3.139095	-1.269707	-0.736609	-1.505820	0.280264	0.000310	0.048441	0.071158	0.019174	1.988114	-2.983973	0.589167	-1.304370	-0.302592	12.649712
149996	20091102	116.0	11	0.0	0.0	0.0	125	10.0	2826	20160312	9500.0	45.972058	-3.143764	-0.023523	-2.366699	0.698012	0.253217	0.000777	0.084079	0.099681	0.079371	1.839166	-2.774615	2.553994	0.924196	-0.272160	13.638398
149997	20101003	60.0	11	1.0	1.0	0.0	90	6.0	3302	20160328	7500.0	44.733481	-3.105721	0.595454	-2.279091	1.423661	0.233353	0.000705	0.118872	0.100118	0.097914	2.439812	-1.630677	2.290197	1.891922	0.414931	13.142933
149998	20060312	34.0	10	3.0	1.0	0.0	156	15.0	1877	20160401	4999.0	45.658634	-3.204785	-0.441680	-1.179812	0.620680	0.256369	0.000252	0.081479	0.083558	0.081498	2.075380	-2.633719	1.414937	0.431981	-1.659014	12.314695
149999	19990204	19.0	28	6.0	0.0	1.0	193	12.5	235	20160305	4700.0	45.536383	-3.200326	-1.612893	-0.067144	-1.396166	0.284475	0.000000	0.040072	0.062543	0.025819	1.978453	-3.179913	0.031724	-1.483350	-0.342674	12.191165

Most frequently occurring

	regDate	model	brand	bodyType	fuelType	gearbox	power	kilometer	regionCode	creatDate	price	v_0	v_1	v_2	v_3	v_4	v_5	v_6	v_7	v_8	v_9	v_10	v_11	v_12	v_13	v_14	transformed_price	# duplicates
0	19910610	29.0	0	1.0	0.0	0.0	45	8.0	806	20160326	799.0	42.553041	0.807032	-0.409152	2.380674	0.467724	0.239854	0.056504	0.125953	0.024983	0.080242	0.157155	1.588295	-2.724488	0.174028	0.227487	8.895795	2
1	19920605	4.0	4	0.0	0.0	1.0	112	15.0	6129	20160403	1600.0	44.330144	-3.274988	-0.855474	1.448749	-1.098465	0.265302	0.000000	0.119180	0.045140	0.035125	2.865125	-1.654240	-1.000642	-1.569164	-0.309781	10.130562	2
2	19950302	40.0	1	0.0	0.0	0.0	101	12.5	1588	20160329	1899.0	44.565640	-3.309570	-0.768824	1.705784	-1.648731	0.269352	0.000000	0.135717	0.041475	0.019327	2.849088	-1.674207	-0.985003	-2.193590	-0.095392	10.446155	2
3	19950810	22.0	9	1.0	0.0	0.0	0	9.0	376	20160323	499.0	41.171385	-3.133968	-1.175717	2.782439	0.884732	0.236672	0.000000	0.100796	0.027382	0.095237	4.096189	0.210149	-3.545178	0.622488	-0.039006	8.097743	2
4	19951011	19.0	13	4.0	0.0	0.0	131	2.0	6115	20160330	9900.0	45.950770	-3.178802	-1.034784	-0.981478	-0.945251	0.276784	0.000445	0.057297	0.076705	0.036337	1.814374	-3.190948	1.121670	-0.884249	0.182751	13.725828	2
5	19960009	48.0	14	1.0	0.0	0.0	60	15.0	2531	20160317	1200.0	41.944333	-3.110193	-0.809501	1.622888	0.188726	0.242237	0.000000	0.107955	0.042320	0.070652	3.694208	-0.238458	-2.209569	0.284319	0.928992	9.610483	2
6	19960908	49.0	1	2.0	1.0	0.0	140	15.0	197	20160308	8500.0	45.466049	-3.215481	-0.033720	-0.857331	-2.342221	0.269797	0.000242	0.134714	0.074822	0.000000	2.226119	-2.274538	1.547201	-2.150968	-0.094861	13.404077	2
7	19970501	19.0	35	1.0	0.0	0.0	111	15.0	3606	20160315	1000.0	43.167654	-3.304553	-0.300447	2.591874	0.351801	0.240389	0.000000	0.167977	0.033863	0.080423	3.627868	-0.330655	-1.970765	-0.512096	-0.295519	9.287160	2
8	19971106	19.0	6	6.0	0.0	1.0	215	15.0	2431	20160321	1390.0	43.916713	-3.173726	-2.342631	1.515324	-1.260482	0.282803	0.000000	0.018386	0.039163	0.033492	2.626873	-2.447743	-2.136387	-1.446604	-0.419544	9.874671	2
9	19980007	13.0	4	0.0	0.0	0.0	0	15.0	3583	20160326	1599.0	44.306462	-3.282166	-0.892256	1.712497	-1.476138	0.268168	0.000000	0.125094	0.041009	0.024747	2.898935	-1.616783	-1.179987	-1.995069	-0.340686	10.129419	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring